{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Maximization of banana function by various methods\n", "\n", "**Randall Romero Aguilar, PhD**\n", "\n", "This demo is based on the original Matlab demo accompanying the Computational Economics and Finance 2001 textbook by Mario Miranda and Paul Fackler.\n", "\n", "Original (Matlab) CompEcon file: **demopt04.m**\n", "\n", "Running this file requires the Python version of CompEcon. This can be installed with pip by running\n", "\n", " !pip install compecon --upgrade\n", "\n", "Last updated: 2022-Oct-23\n", "
\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "$$f(x,y)=-100*(y-x^2)^2-(1-x)^2$$\n", "starting at \\[0,1\\].\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from compecon import OP\n", "np.set_printoptions(4, linewidth=120, suppress=True)\n", "import matplotlib.pyplot as plt\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "''' Set up the problem '''\n", "x0 = [1, 0]\n", "banana = OP(lambda x: -100 * (x[1] - x[0] ** 2)**2 - (1 - x[0]) ** 2,\n", " x0, maxit=250, print=True, all_x=True)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "scrolled": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " 0 0 6.56e-01\n", " 1 0 1.22e-01\n", " 2 0 1.43e-02\n", " 3 0 4.66e-03\n", " 4 0 1.18e-01\n", " 5 0 2.03e-02\n", " 6 0 4.83e-02\n", " 7 0 2.29e-01\n", " 8 0 5.16e-02\n", " 9 0 7.99e-02\n", " 10 0 6.84e-02\n", " 11 0 1.82e-01\n", " 12 0 4.10e-02\n", " 13 0 6.38e-02\n", " 14 0 2.03e-01\n", " 15 0 7.79e-02\n", " 16 0 5.22e-02\n", " 17 0 1.48e-01\n", " 18 0 6.66e-02\n", " 19 0 2.97e-02\n", " 20 0 6.03e-02\n", " 21 0 1.81e-03\n", " 22 0 9.11e-03\n", " 23 0 1.73e-03\n", " 24 0 9.07e-05\n", " 25 0 7.26e-07\n", " 26 0 1.01e-09\n", "x = [1. 1.] \n", "J = [-0. 0.] \n", "E = [-1001.6006 -0.3994]\n" ] } ], "source": [ "x = banana.qnewton()\n", "J = banana.jacobian(x)\n", "E = np.linalg.eig(banana.hessian(x))[0]\n", "print('x = ', x, '\\nJ = ', J, '\\nE = ', E)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "''' Plots options '''\n", "steps_options = {'marker': 'o',\n", " 'color': (0.2, 0.2, .81),\n", " 'linewidth': 1.0,\n", " 'markersize': 3,\n", " 'markerfacecolor': 'white',\n", " 'markeredgecolor': 'red'}\n", "\n", "contour_options = {'levels': -np.exp(np.arange(7,0.25,-0.5)),\n", " 'colors': '0.25',\n", " 'linewidths': 0.5}" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "\n", "Maximization with method STEEPEST\n", " 0 0 6.56e-01\n", " 1 0 1.01e-01\n", " 2 0 8.28e-03\n", " 3 0 2.87e-02\n", " 4 0 7.67e-03\n", " 5 0 2.73e-02\n", " 6 0 7.05e-03\n", " 7 0 2.56e-02\n", " 8 0 6.49e-03\n", " 9 0 2.38e-02\n", " 10 0 5.98e-03\n", " 11 0 2.22e-02\n", " 12 0 5.54e-03\n", " 13 0 2.07e-02\n", " 14 0 5.14e-03\n", " 15 0 1.94e-02\n", " 16 0 4.80e-03\n", " 17 0 1.81e-02\n", " 18 0 4.49e-03\n", " 19 0 1.70e-02\n", " 20 0 4.22e-03\n", " 21 0 1.60e-02\n", " 22 0 3.98e-03\n", " 23 0 1.51e-02\n", " 24 0 3.76e-03\n", " 25 0 1.43e-02\n", " 26 0 3.57e-03\n", " 27 0 1.36e-02\n", " 28 0 3.39e-03\n", " 29 0 1.29e-02\n", " 30 0 3.23e-03\n", " 31 0 1.23e-02\n", " 32 0 3.08e-03\n", " 33 0 1.17e-02\n", " 34 0 2.95e-03\n", " 35 0 1.12e-02\n", " 36 0 2.82e-03\n", " 37 0 1.07e-02\n", " 38 0 2.71e-03\n", " 39 0 1.03e-02\n", " 40 0 2.60e-03\n", " 41 0 9.86e-03\n", " 42 0 2.50e-03\n", " 43 0 9.48e-03\n", " 44 0 2.41e-03\n", " 45 0 9.12e-03\n", " 46 0 2.33e-03\n", " 47 0 8.78e-03\n", " 48 0 2.25e-03\n", " 49 0 8.47e-03\n", " 50 0 2.17e-03\n", " 51 0 8.18e-03\n", " 52 0 2.10e-03\n", " 53 0 7.90e-03\n", " 54 0 2.04e-03\n", " 55 0 7.64e-03\n", " 56 0 1.98e-03\n", " 57 0 7.40e-03\n", " 58 0 1.92e-03\n", " 59 0 7.17e-03\n", " 60 0 1.86e-03\n", " 61 0 6.95e-03\n", " 62 0 1.81e-03\n", " 63 0 6.74e-03\n", " 64 0 1.76e-03\n", " 65 0 6.55e-03\n", " 66 0 1.71e-03\n", " 67 0 6.36e-03\n", " 68 0 1.67e-03\n", " 69 0 6.18e-03\n", " 70 0 1.62e-03\n", " 71 0 6.02e-03\n", " 72 0 1.58e-03\n", " 73 0 5.86e-03\n", " 74 0 1.54e-03\n", " 75 0 5.70e-03\n", " 76 0 1.51e-03\n", " 77 0 5.56e-03\n", " 78 0 1.47e-03\n", " 79 0 5.42e-03\n", " 80 0 1.44e-03\n", " 81 0 5.28e-03\n", " 82 0 1.40e-03\n", " 83 0 5.16e-03\n", " 84 0 1.37e-03\n", " 85 0 5.03e-03\n", " 86 0 1.34e-03\n", " 87 0 4.92e-03\n", " 88 0 1.31e-03\n", " 89 0 4.80e-03\n", " 90 0 1.29e-03\n", " 91 0 4.70e-03\n", " 92 0 1.26e-03\n", " 93 0 4.59e-03\n", " 94 0 1.23e-03\n", " 95 0 4.49e-03\n", " 96 0 1.21e-03\n", " 97 0 4.39e-03\n", " 98 0 1.18e-03\n", " 99 0 4.30e-03\n", " 100 0 1.16e-03\n", " 101 0 4.21e-03\n", " 102 0 1.14e-03\n", " 103 0 4.13e-03\n", " 104 0 1.12e-03\n", " 105 0 4.04e-03\n", " 106 0 1.10e-03\n", " 107 0 3.96e-03\n", " 108 0 1.08e-03\n", " 109 0 3.88e-03\n", " 110 0 1.06e-03\n", " 111 0 3.81e-03\n", " 112 0 1.04e-03\n", " 113 0 3.74e-03\n", " 114 0 1.02e-03\n", " 115 0 3.67e-03\n", " 116 0 1.00e-03\n", " 117 0 3.60e-03\n", " 118 0 9.86e-04\n", " 119 0 3.53e-03\n", " 120 0 9.69e-04\n", " 121 0 3.47e-03\n", " 122 0 9.53e-04\n", " 123 0 3.41e-03\n", " 124 0 9.37e-04\n", " 125 0 3.35e-03\n", " 126 0 9.22e-04\n", " 127 0 3.29e-03\n", " 128 0 9.07e-04\n", " 129 0 3.23e-03\n", " 130 0 8.93e-04\n", " 131 0 3.17e-03\n", " 132 0 8.79e-04\n", " 133 0 3.12e-03\n", " 134 0 8.65e-04\n", " 135 0 3.07e-03\n", " 136 0 8.52e-04\n", " 137 0 3.02e-03\n", " 138 0 8.39e-04\n", " 139 0 2.97e-03\n", " 140 0 8.26e-04\n", " 141 0 2.92e-03\n", " 142 0 8.14e-04\n", " 143 0 2.88e-03\n", " 144 0 8.02e-04\n", " 145 0 2.83e-03\n", " 146 0 7.90e-04\n", " 147 0 2.79e-03\n", " 148 0 7.79e-04\n", " 149 0 2.74e-03\n", " 150 0 7.68e-04\n", " 151 0 2.70e-03\n", " 152 0 7.57e-04\n", " 153 0 2.66e-03\n", " 154 0 7.46e-04\n", " 155 0 2.62e-03\n", " 156 0 7.36e-04\n", " 157 0 2.58e-03\n", " 158 0 7.26e-04\n", " 159 0 2.54e-03\n", " 160 0 7.16e-04\n", " 161 0 2.51e-03\n", " 162 0 7.06e-04\n", " 163 0 2.47e-03\n", " 164 0 6.97e-04\n", " 165 0 2.43e-03\n", " 166 0 6.88e-04\n", " 167 0 2.40e-03\n", " 168 0 6.79e-04\n", " 169 0 2.37e-03\n", " 170 0 6.70e-04\n", " 171 0 2.33e-03\n", " 172 0 6.61e-04\n", " 173 0 2.30e-03\n", " 174 0 6.53e-04\n", " 175 0 2.27e-03\n", " 176 0 6.45e-04\n", " 177 0 2.24e-03\n", " 178 0 6.36e-04\n", " 179 0 2.21e-03\n", " 180 0 6.29e-04\n", " 181 0 2.18e-03\n", " 182 0 6.21e-04\n", " 183 0 2.15e-03\n", " 184 0 6.13e-04\n", " 185 0 2.12e-03\n", " 186 0 6.06e-04\n", " 187 0 2.09e-03\n", " 188 0 5.98e-04\n", " 189 0 2.07e-03\n", " 190 0 5.91e-04\n", " 191 0 2.04e-03\n", " 192 0 5.84e-04\n", " 193 0 2.01e-03\n", " 194 0 5.77e-04\n", " 195 0 1.99e-03\n", " 196 0 5.71e-04\n", " 197 0 1.96e-03\n", " 198 0 5.64e-04\n", " 199 0 1.94e-03\n", " 200 0 5.57e-04\n", " 201 0 1.92e-03\n", " 202 0 5.51e-04\n", " 203 0 1.89e-03\n", " 204 0 5.45e-04\n", " 205 0 1.87e-03\n", " 206 0 5.39e-04\n", " 207 0 1.85e-03\n", " 208 0 5.33e-04\n", " 209 0 1.82e-03\n", " 210 0 5.27e-04\n", " 211 0 1.80e-03\n", " 212 0 5.21e-04\n", " 213 0 1.78e-03\n", " 214 0 5.15e-04\n", " 215 0 1.76e-03\n", " 216 0 5.10e-04\n", " 217 0 1.74e-03\n", " 218 0 5.04e-04\n", " 219 0 1.72e-03\n", " 220 0 4.99e-04\n", " 221 0 1.70e-03\n", " 222 0 4.93e-04\n", " 223 0 1.68e-03\n", " 224 0 4.88e-04\n", " 225 0 1.66e-03\n", " 226 0 4.83e-04\n", " 227 0 1.64e-03\n", " 228 0 4.78e-04\n", " 229 0 1.62e-03\n", " 230 0 4.73e-04\n", " 231 0 1.61e-03\n", " 232 0 4.68e-04\n", " 233 0 1.59e-03\n", " 234 0 4.63e-04\n", " 235 0 1.57e-03\n", " 236 0 4.58e-04\n", " 237 0 1.55e-03\n", " 238 0 4.54e-04\n", " 239 0 1.54e-03\n", " 240 0 4.49e-04\n", " 241 0 1.52e-03\n", " 242 0 4.44e-04\n", " 243 0 1.50e-03\n", " 244 0 4.40e-04\n", " 245 0 1.49e-03\n", " 246 0 4.36e-04\n", " 247 0 1.47e-03\n", " 248 0 4.31e-04\n", " 249 0 1.46e-03\n", "x = None\n", "\n", "\n", "Maximization with method BFGS\n", " 0 0 6.56e-01\n", " 1 0 1.22e-01\n", " 2 0 1.43e-02\n", " 3 0 4.66e-03\n", " 4 0 1.18e-01\n", " 5 0 2.03e-02\n", " 6 0 4.83e-02\n", " 7 0 2.29e-01\n", " 8 0 5.16e-02\n", " 9 0 7.99e-02\n", " 10 0 6.84e-02\n", " 11 0 1.82e-01\n", " 12 0 4.10e-02\n", " 13 0 6.38e-02\n", " 14 0 2.03e-01\n", " 15 0 7.79e-02\n", " 16 0 5.22e-02\n", " 17 0 1.48e-01\n", " 18 0 6.66e-02\n", " 19 0 2.97e-02\n", " 20 0 6.03e-02\n", " 21 0 1.81e-03\n", " 22 0 9.11e-03\n", " 23 0 1.73e-03\n", " 24 0 9.07e-05\n", " 25 0 7.26e-07\n", " 26 0 1.01e-09\n", "x = [1. 1.]\n", "\n", "\n", "Maximization with method DFP\n", " 0 0 6.56e-01\n", " 1 0 1.22e-01\n", " 2 0 1.44e-02\n", " 3 0 4.18e-03\n", " 4 0 5.11e-02\n", " 5 0 1.01e-02\n", " 6 0 1.37e-03\n", " 7 0 6.86e-03\n", " 8 0 4.13e-03\n", " 9 0 2.07e-02\n", " 10 0 9.68e-03\n", " 11 0 3.70e-02\n", " 12 0 3.44e-02\n", " 13 0 1.68e-01\n", " 14 0 1.81e-02\n", " 15 0 5.11e-02\n", " 16 0 8.17e-02\n", " 17 0 1.57e-01\n", " 18 0 4.33e-02\n", " 19 0 2.72e-02\n", " 20 0 1.07e-01\n", " 21 0 1.70e-01\n", " 22 0 4.06e-02\n", " 23 0 2.57e-02\n", " 24 0 1.13e-01\n", " 25 0 1.33e-03\n", " 26 0 2.36e-02\n", " 27 0 2.46e-02\n", " 28 0 2.46e-02\n", " 29 0 3.34e-04\n", " 30 0 4.21e-04\n", " 31 0 4.57e-06\n", " 32 0 1.54e-07\n", " 33 0 1.52e-11\n", "x = [1. 1.]\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "''' Data for coutours '''\n", "n = 40 # number of grid points for plot per dimension\n", "xmin = [-0.7, -0.2]\n", "xmax = [ 1.2, 1.2]\n", "\n", "X0, X1 = np.meshgrid(*[np.linspace(a, b, n) for a, b in zip(xmin, xmax)])\n", "Y = banana.f([X0.flatten(), X1.flatten()])\n", "Y.shape = (n, n)\n", "\n", "fig, axs = plt.subplots(1, 3, figsize=[16,4])\n", "\n", "for ax, method in zip(axs, banana.search_methods.keys()):\n", " ''' Solve problem with given method '''\n", " print('\\n\\nMaximization with method ' + method.upper())\n", " x = banana.qnewton(SearchMeth=method)\n", " print('x =', x)\n", "\n", " ''' Plot the result '''\n", " ax.set(title=method.upper() + \" search\", \n", " xlabel='x', \n", " ylabel='y', \n", " xlim=[xmin[0], xmax[0]], \n", " ylim=[xmin[1], xmax[1]])\n", " \n", " ax.contour(X0, X1, Y, **contour_options)\n", " ax.plot(*banana.x_sequence, **steps_options)\n", " ax.plot(1, 1, 'r*', markersize=15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Scipy\n", "\n", "As of this version of CompEcon, the Nelder Mead method has not been implemented. However, we can still use it with the help of the **scipy.optimize.minimize** function. To this end, we must rewrite the banana function (change its sign) so that we switch from our original maximization problem to one of minimization.\n", "\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "from scipy.optimize import minimize" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "x0 = [1, 0]\n", "def banana2(x):\n", " return 100 * (x[1] - x[0] ** 2)**2 + (1 - x[0]) ** 2" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " final_simplex: (array([[1. , 1.0001],\n", " [1. , 1. ],\n", " [1. , 1. ]]), array([0., 0., 0.]))\n", " fun: 1.0078716929461423e-09\n", " message: 'Optimization terminated successfully.'\n", " nfev: 148\n", " nit: 79\n", " status: 0\n", " success: True\n", " x: array([1. , 1.0001])\n" ] } ], "source": [ "res = minimize(banana2, x0, method='Nelder-Mead')\n", "print(res)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3.9.7 ('base')", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.9.7" }, "vscode": { "interpreter": { "hash": "ad2bdc8ecc057115af97d19610ffacc2b4e99fae6737bb82f5d7fb13d2f2c186" } } }, "nbformat": 4, "nbformat_minor": 2 }